Comprehensive, production-tested guides on automated spatial data validation and quality control — geometry & topology validity, CRS precision, schema enforcement, governance, validation pipelines, and tooling. Runnable Python & SQL for GIS analysts, QA engineers, data stewards, and compliance teams.